Counting on FSC-147 (test)
5.74MAECountGD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CountGDText prompt=Yes, Box exemplar=Yes2026.05 | 5.74 | 24.09 | — | — | |
| GeCoText prompt=No, Box exemplar=Yes2026.05 | 7.91 | 54.28 | — | — | |
| CountGD++Text prompt=Yes, Box exemplar=Yes2026.05 | 7.95 | 29.24 | — | — | |
| DAVEText prompt=No, Box exemplar=Yes2026.05 | 8.66 | 32.36 | — | — | |
| GroundingRECTrained Model=true2024.12 | 10.12 | 107.19 | — | — | |
| HieraCountText prompt=Yes, Box exemplar=Yes2026.05 | 10.29 | 99.13 | — | — | |
| LoCAText prompt=No, Box exemplar=Yes2026.05 | 10.79 | 56.97 | — | — | |
| CountGDTrained Model=true2024.12 | 14.76 | 120.42 | — | — | |
| DAVEprmTrained Model=true2024.12 | 14.9 | 103.42 | — | — | |
| LVLM-Count (GPT-4o as LVLM)Trained Model=false, Base LVLM=GPT-4o2024.12 | 17.86 | 91.71 | 7.71 | 45.55 | |
| LVLM-Count (Gemma 3 27B as LVLM)Trained Model=false, Base LVLM=Gemma 3 27B2024.12 | 20.25 | 110.45 | 10.34 | 22.16 | |
| FamNetText prompt=No, Box exemplar=Yes2026.05 | 22.08 | 99.54 | — | — | |
| LVLM-Count (Qwen2 VL 72B AWQ as LVLM)Trained Model=false, Base LVLM=Qwen2 VL 72B AWQ2024.12 | 22.29 | 119.46 | 11.89 | 30.44 | |
| TFOCTrained Model=false2024.12 | 24.79 | 137.15 | — | — | |
| GPT-4oTrained Model=false2024.12 | 25.57 | 137.26 | — | — | |
| Gemma 3 27BTrained Model=false2024.12 | 30.59 | 132.61 | — | — | |
| Qwen2 VL 72B AWQTrained Model=false2024.12 | 34.48 | 149.49 | — | — |